{"id":3678,"date":"2023-07-16T04:45:58","date_gmt":"2023-07-16T04:45:58","guid":{"rendered":"https:\/\/statorials.org\/cn\/python-%e4%b8%ad%e7%9a%84%e8%b4%9d%e5%8f%b6%e6%96%af%e5%ae%9a%e7%90%86\/"},"modified":"2023-07-16T04:45:58","modified_gmt":"2023-07-16T04:45:58","slug":"python-%e4%b8%ad%e7%9a%84%e8%b4%9d%e5%8f%b6%e6%96%af%e5%ae%9a%e7%90%86","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/python-%e4%b8%ad%e7%9a%84%e8%b4%9d%e5%8f%b6%e6%96%af%e5%ae%9a%e7%90%86\/","title":{"rendered":"\u5982\u4f55\u5728 python \u4e2d\u5e94\u7528\u8d1d\u53f6\u65af\u5b9a\u7406"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u8d1d\u53f6\u65af\u5b9a\u7406<\/strong>\u5bf9\u4e8e\u4e24\u4e2a\u4e8b\u4ef6<em>A<\/em>\u548c<em>B<\/em>\u4f5c\u51fa\u4ee5\u4e0b\u9648\u8ff0<em>\uff1a<\/em><\/span><\/p>\n<p> <span style=\"color: #000000;\">P(A|B) = P(A)*P(B|A) \/ P(B)<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">P(A|B)\uff1a\u7ed9\u5b9a\u4e8b\u4ef6 B\uff0c\u4e8b\u4ef6 A \u53d1\u751f\u7684\u6982\u7387\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">P(B|A)\uff1a\u5728\u4e8b\u4ef6 A \u53d1\u751f\u7684\u60c5\u51b5\u4e0b\uff0c\u4e8b\u4ef6 B \u53d1\u751f\u7684\u6982\u7387\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">P(A)\uff1a\u4e8b\u4ef6A\u7684\u6982\u7387\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">P(B)\uff1a\u4e8b\u4ef6B\u7684\u6982\u7387\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u5047\u8bbe\u5929\u6c14\u4e3a\u591a\u4e91\u7684\u6982\u7387\u4e3a 40%\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u5047\u8bbe\u67d0\u4e00\u5929\u4e0b\u96e8\u7684\u6982\u7387\u662f 20%\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u5047\u8bbe\u4e0b\u96e8\u5929\u6709\u4e91\u7684\u6982\u7387\u662f 85%\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u67d0\u4e00\u5929\u5916\u9762\u591a\u4e91\uff0c\u90a3\u4e00\u5929\u4e0b\u96e8\u7684\u53ef\u80fd\u6027\u6709\u591a\u5927\uff1f<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">P\uff08\u9634\u5929\uff09= 0.40<\/span><\/li>\n<li> <span style=\"color: #000000;\">P\uff08\u96e8\uff09= 0.20<\/span><\/li>\n<li> <span style=\"color: #000000;\">P(\u9634\u5929 | \u96e8) = 0.85<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">P(\u96e8 | \u9634\u5929) = P(\u96e8) * P(\u9634\u5929 | \u96e8) \/ P(\u9634\u5929)<\/span><\/li>\n<li> <span style=\"color: #000000;\">P(\u96e8 | \u9634\u5929) = 0.20 * 0.85 \/ 0.40<\/span><\/li>\n<li> <span style=\"color: #000000;\">P(\u96e8 | \u9634\u5929) = 0.425<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5982\u679c\u67d0\u4e00\u5929\u5916\u9762\u591a\u4e91\uff0c\u90a3\u4e48\u90a3\u5929\u4e0b\u96e8\u7684\u51e0\u7387\u662f<strong>42.5%<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u4ee5\u4e0b\u7b80\u5355\u51fd\u6570\u6765\u5728 Python \u4e2d\u5e94\u7528\u8d1d\u53f6\u65af\u5b9a\u7406\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">def<\/span> <span style=\"color: #3366ff;\">bayesTheorem<\/span> (pA, pB, pBA):\n    <span style=\"color: #008000;\">return<\/span> pA * pBA \/ pB\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u9645\u4e2d\u4f7f\u7528\u8fd9\u4e2a\u529f\u80fd\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1aPython \u4e2d\u7684\u8d1d\u53f6\u65af\u5b9a\u7406<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u77e5\u9053\u4ee5\u4e0b\u6982\u7387\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">P\uff08\u96e8\uff09= 0.20<\/span><\/li>\n<li> <span style=\"color: #000000;\">P\uff08\u9634\u5929\uff09= 0.40<\/span><\/li>\n<li> <span style=\"color: #000000;\">P(\u9634\u5929 | \u96e8) = 0.85<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8ba1\u7b97 P(rain | cloudy)\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #008080;\">#define function for Bayes' theorem<\/span>\ndef<\/span> <span style=\"color: #3366ff;\">bayesTheorem<\/span> (pA, pB, pBA):\n    <span style=\"color: #008000;\">return<\/span> pA * pBA \/ pB\n\n<span style=\"color: #008080;\">#define probabilities\n<\/span>pRain = 0.2\npCloudy = 0.4\npCloudyRain = 0.85\n\n<span style=\"color: #008080;\">#use function to calculate conditional probability\n<\/span>bayesTheorem(pRain, pCloudy, pCloudyRain)\n\n0.425\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8fd9\u544a\u8bc9\u6211\u4eec\uff0c\u5982\u679c\u67d0\u4e00\u5929\u5916\u9762\u662f\u591a\u4e91\uff0c\u90a3\u4e48\u90a3\u5929\u4e0b\u96e8\u7684\u51e0\u7387\u662f<strong>0.425<\/strong>\u6216<strong>42.5%<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u4e0e\u6211\u4eec\u4e4b\u524d\u624b\u52a8\u8ba1\u7b97\u7684\u503c\u76f8\u7b26\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u4efb\u52a1\uff1a<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/cn\/python\u4e2d\u7684\u6761\u4ef6\u6982\u7387\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u7528 Python \u8ba1\u7b97\u6761\u4ef6\u6982\u7387<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/python-\u4e2d\u7684\u671f\u671b\u503c\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u7528Python\u8ba1\u7b97\u671f\u671b\u503c<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/python\u4e2d\u7684\u4e2d\u7b49\u5927\u5c0f\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u622a\u5c3e\u5e73\u5747\u503c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8d1d\u53f6\u65af\u5b9a\u7406\u5bf9\u4e8e\u4e24\u4e2a\u4e8b\u4ef6A\u548cB\u4f5c\u51fa\u4ee5\u4e0b\u9648\u8ff0\uff1a P(A|B) = P(A)*P(B|A) \/ P(B) \u91d1\u5b50\uff1a P [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-3678","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u5728 Python \u4e2d\u5e94\u7528\u8d1d\u53f6\u65af\u5b9a\u7406 - \u7edf\u8ba1\u5b66<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u5e94\u7528\u8d1d\u53f6\u65af\u5b9a\u7406\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/cn\/python-\u4e2d\u7684\u8d1d\u53f6\u65af\u5b9a\u7406\/\" \/>\n<meta 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